Overview

Dataset statistics

Number of variables26
Number of observations10000
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory1.9 MiB
Average record size in memory201.0 B

Variable types

NUM22
CAT2
BOOL2

Warnings

BILL_AMT2 is highly correlated with BILL_AMT1 and 1 other fieldsHigh correlation
BILL_AMT1 is highly correlated with BILL_AMT2High correlation
BILL_AMT3 is highly correlated with BILL_AMT2 and 1 other fieldsHigh correlation
BILL_AMT4 is highly correlated with BILL_AMT3 and 1 other fieldsHigh correlation
BILL_AMT5 is highly correlated with BILL_AMT4 and 1 other fieldsHigh correlation
BILL_AMT6 is highly correlated with BILL_AMT5High correlation
PAY_AMT2 is highly skewed (γ1 = 24.47786596) Skewed
ID has unique values Unique
PAY_0 has 4918 (49.2%) zeros Zeros
PAY_2 has 5269 (52.7%) zeros Zeros
PAY_3 has 5340 (53.4%) zeros Zeros
PAY_4 has 5530 (55.3%) zeros Zeros
PAY_5 has 5660 (56.6%) zeros Zeros
PAY_6 has 5443 (54.4%) zeros Zeros
BILL_AMT1 has 668 (6.7%) zeros Zeros
BILL_AMT2 has 929 (9.3%) zeros Zeros
BILL_AMT3 has 1022 (10.2%) zeros Zeros
BILL_AMT4 has 1162 (11.6%) zeros Zeros
BILL_AMT5 has 1267 (12.7%) zeros Zeros
BILL_AMT6 has 1430 (14.3%) zeros Zeros
PAY_AMT1 has 1837 (18.4%) zeros Zeros
PAY_AMT2 has 1823 (18.2%) zeros Zeros
PAY_AMT3 has 2018 (20.2%) zeros Zeros
PAY_AMT4 has 2210 (22.1%) zeros Zeros
PAY_AMT5 has 2324 (23.2%) zeros Zeros
PAY_AMT6 has 2423 (24.2%) zeros Zeros

Reproduction

Analysis started2020-12-28 14:41:31.688612
Analysis finished2020-12-28 14:42:41.000704
Duration1 minute and 9.31 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

ID
Real number (ℝ≥0)

UNIQUE

Distinct10000
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5000.5
Minimum1
Maximum10000
Zeros0
Zeros (%)0.0%
Memory size78.1 KiB
2020-12-28T22:42:41.140492image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile500.95
Q12500.75
median5000.5
Q37500.25
95-th percentile9500.05
Maximum10000
Range9999
Interquartile range (IQR)4999.5

Descriptive statistics

Standard deviation2886.89568
Coefficient of variation (CV)0.5773214038
Kurtosis-1.2
Mean5000.5
Median Absolute Deviation (MAD)2500
Skewness0
Sum50005000
Variance8334166.667
MonotocityStrictly increasing
2020-12-28T22:42:41.300633image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
20471< 0.1%
 
54241< 0.1%
 
13381< 0.1%
 
74811< 0.1%
 
54321< 0.1%
 
95261< 0.1%
 
33791< 0.1%
 
13301< 0.1%
 
74731< 0.1%
 
95181< 0.1%
 
Other values (9990)999099.9%
 
ValueCountFrequency (%) 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
51< 0.1%
 
ValueCountFrequency (%) 
100001< 0.1%
 
99991< 0.1%
 
99981< 0.1%
 
99971< 0.1%
 
99961< 0.1%
 

LIMIT_BAL
Real number (ℝ≥0)

Distinct74
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean167871
Minimum1000
Maximum800000
Zeros0
Zeros (%)0.0%
Memory size78.1 KiB
2020-12-28T22:42:41.458070image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum1000
5-th percentile20000
Q150000
median140000
Q3240000
95-th percentile440000
Maximum800000
Range799000
Interquartile range (IQR)190000

Descriptive statistics

Standard deviation131915.0011
Coefficient of variation (CV)0.785811731
Kurtosis0.4596630385
Mean167871
Median Absolute Deviation (MAD)90000
Skewness0.9737561444
Sum1678710000
Variance1.740156752e+10
MonotocityNot monotonic
2020-12-28T22:42:41.601829image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
50000107110.7%
 
200006806.8%
 
300005325.3%
 
800005055.1%
 
2000004854.9%
 
1500003523.5%
 
1000003483.5%
 
1800003213.2%
 
3600003053.0%
 
1400002612.6%
 
Other values (64)514051.4%
 
ValueCountFrequency (%) 
10001001.0%
 
100001641.6%
 
200006806.8%
 
300005325.3%
 
40000750.8%
 
ValueCountFrequency (%) 
8000001< 0.1%
 
7500002< 0.1%
 
7400001< 0.1%
 
7300001< 0.1%
 
7200001< 0.1%
 

SEX
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
2
6023 
1
3977 
ValueCountFrequency (%) 
2602360.2%
 
1397739.8%
 
2020-12-28T22:42:41.740583image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2020-12-28T22:42:41.805955image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:41.881220image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

EDUCATION
Real number (ℝ≥0)

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.8961
Minimum0
Maximum6
Zeros8
Zeros (%)0.1%
Memory size78.1 KiB
2020-12-28T22:42:41.975703image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median2
Q32
95-th percentile3
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.8972097238
Coefficient of variation (CV)0.4731869225
Kurtosis4.600476642
Mean1.8961
Median Absolute Deviation (MAD)1
Skewness1.566305956
Sum18961
Variance0.8049852885
MonotocityNot monotonic
2020-12-28T22:42:42.076759image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
2458545.9%
 
1351435.1%
 
3163316.3%
 
61241.2%
 
5900.9%
 
4460.5%
 
080.1%
 
ValueCountFrequency (%) 
080.1%
 
1351435.1%
 
2458545.9%
 
3163316.3%
 
4460.5%
 
ValueCountFrequency (%) 
61241.2%
 
5900.9%
 
4460.5%
 
3163316.3%
 
2458545.9%
 

MARRIAGE
Categorical

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
2
5287 
1
4476 
3
 
224
0
 
13
ValueCountFrequency (%) 
2528752.9%
 
1447644.8%
 
32242.2%
 
0130.1%
 
2020-12-28T22:42:42.204872image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2020-12-28T22:42:42.290050image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:42.383448image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

AGE
Real number (ℝ≥0)

Distinct55
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean35.3308
Minimum18
Maximum75
Zeros0
Zeros (%)0.0%
Memory size78.1 KiB
2020-12-28T22:42:42.496252image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum18
5-th percentile23
Q128
median34
Q341
95-th percentile53
Maximum75
Range57
Interquartile range (IQR)13

Descriptive statistics

Standard deviation9.373022816
Coefficient of variation (CV)0.2652932517
Kurtosis0.03356523187
Mean35.3308
Median Absolute Deviation (MAD)6
Skewness0.698678083
Sum353308
Variance87.85355672
MonotocityNot monotonic
2020-12-28T22:42:42.622818image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
295335.3%
 
274924.9%
 
284834.8%
 
304794.8%
 
314254.2%
 
264124.1%
 
323803.8%
 
333783.8%
 
243743.7%
 
353743.7%
 
Other values (45)567056.7%
 
ValueCountFrequency (%) 
181001.0%
 
21250.2%
 
221781.8%
 
233083.1%
 
243743.7%
 
ValueCountFrequency (%) 
752< 0.1%
 
731< 0.1%
 
722< 0.1%
 
711< 0.1%
 
703< 0.1%
 

PAY_0
Real number (ℝ)

ZEROS

Distinct11
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.0189
Minimum-2
Maximum8
Zeros4918
Zeros (%)49.2%
Memory size78.1 KiB
2020-12-28T22:42:42.739584image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.107729884
Coefficient of variation (CV)-58.61004679
Kurtosis2.15989509
Mean-0.0189
Median Absolute Deviation (MAD)1
Skewness0.635150905
Sum-189
Variance1.227065497
MonotocityNot monotonic
2020-12-28T22:42:42.846234image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
0491849.2%
 
-1189819.0%
 
1125712.6%
 
-29069.1%
 
28788.8%
 
31011.0%
 
4250.2%
 
570.1%
 
64< 0.1%
 
84< 0.1%
 
ValueCountFrequency (%) 
-29069.1%
 
-1189819.0%
 
0491849.2%
 
1125712.6%
 
28788.8%
 
ValueCountFrequency (%) 
84< 0.1%
 
72< 0.1%
 
64< 0.1%
 
570.1%
 
4250.2%
 

PAY_2
Real number (ℝ)

ZEROS

Distinct10
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.1455
Minimum-2
Maximum7
Zeros5269
Zeros (%)52.7%
Memory size78.1 KiB
2020-12-28T22:42:42.956475image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum7
Range9
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.186031373
Coefficient of variation (CV)-8.151418369
Kurtosis1.378653128
Mean-0.1455
Median Absolute Deviation (MAD)0
Skewness0.7640536384
Sum-1455
Variance1.406670417
MonotocityNot monotonic
2020-12-28T22:42:43.049585image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0526952.7%
 
-1203320.3%
 
-2126412.6%
 
2125912.6%
 
31211.2%
 
4300.3%
 
580.1%
 
170.1%
 
650.1%
 
74< 0.1%
 
ValueCountFrequency (%) 
-2126412.6%
 
-1203320.3%
 
0526952.7%
 
170.1%
 
2125912.6%
 
ValueCountFrequency (%) 
74< 0.1%
 
650.1%
 
580.1%
 
4300.3%
 
31211.2%
 

PAY_3
Real number (ℝ)

ZEROS

Distinct10
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.186
Minimum-2
Maximum7
Zeros5340
Zeros (%)53.4%
Memory size78.1 KiB
2020-12-28T22:42:43.143886image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum7
Range9
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.17266428
Coefficient of variation (CV)-6.304646668
Kurtosis2.192194996
Mean-0.186
Median Absolute Deviation (MAD)0
Skewness0.8483908116
Sum-1860
Variance1.375141514
MonotocityNot monotonic
2020-12-28T22:42:43.232176image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0534053.4%
 
-1200620.1%
 
-2134613.5%
 
2118211.8%
 
3760.8%
 
4240.2%
 
5110.1%
 
7100.1%
 
64< 0.1%
 
11< 0.1%
 
ValueCountFrequency (%) 
-2134613.5%
 
-1200620.1%
 
0534053.4%
 
11< 0.1%
 
2118211.8%
 
ValueCountFrequency (%) 
7100.1%
 
64< 0.1%
 
5110.1%
 
4240.2%
 
3760.8%
 

PAY_4
Real number (ℝ)

ZEROS

Distinct9
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.2311
Minimum-2
Maximum7
Zeros5530
Zeros (%)55.3%
Memory size78.1 KiB
2020-12-28T22:42:43.325930image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum7
Range9
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.153700955
Coefficient of variation (CV)-4.992215295
Kurtosis3.713579895
Mean-0.2311
Median Absolute Deviation (MAD)0
Skewness1.022541963
Sum-2311
Variance1.331025893
MonotocityNot monotonic
2020-12-28T22:42:43.413408image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%) 
0553055.3%
 
-1193419.3%
 
-2142414.2%
 
29919.9%
 
3650.7%
 
4240.2%
 
7210.2%
 
5100.1%
 
11< 0.1%
 
ValueCountFrequency (%) 
-2142414.2%
 
-1193419.3%
 
0553055.3%
 
11< 0.1%
 
29919.9%
 
ValueCountFrequency (%) 
7210.2%
 
5100.1%
 
4240.2%
 
3650.7%
 
29919.9%
 

PAY_5
Real number (ℝ)

ZEROS

Distinct9
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.2717
Minimum-2
Maximum7
Zeros5660
Zeros (%)56.6%
Memory size78.1 KiB
2020-12-28T22:42:43.508903image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum7
Range9
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.122499492
Coefficient of variation (CV)-4.131393053
Kurtosis3.965619239
Mean-0.2717
Median Absolute Deviation (MAD)0
Skewness0.9866710449
Sum-2717
Variance1.260005111
MonotocityNot monotonic
2020-12-28T22:42:43.599378image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%) 
0566056.6%
 
-1186418.6%
 
-2150615.1%
 
28658.6%
 
3550.5%
 
4260.3%
 
7190.2%
 
53< 0.1%
 
62< 0.1%
 
ValueCountFrequency (%) 
-2150615.1%
 
-1186418.6%
 
0566056.6%
 
28658.6%
 
3550.5%
 
ValueCountFrequency (%) 
7190.2%
 
62< 0.1%
 
53< 0.1%
 
4260.3%
 
3550.5%
 

PAY_6
Real number (ℝ)

ZEROS

Distinct9
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.2948
Minimum-2
Maximum7
Zeros5443
Zeros (%)54.4%
Memory size78.1 KiB
2020-12-28T22:42:43.695964image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum7
Range9
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.143601216
Coefficient of variation (CV)-3.879244289
Kurtosis3.412360652
Mean-0.2948
Median Absolute Deviation (MAD)0
Skewness0.9385784289
Sum-2948
Variance1.307823742
MonotocityNot monotonic
2020-12-28T22:42:43.784624image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%) 
0544354.4%
 
-1191819.2%
 
-2162816.3%
 
29149.1%
 
3560.6%
 
7150.1%
 
4130.1%
 
680.1%
 
550.1%
 
ValueCountFrequency (%) 
-2162816.3%
 
-1191819.2%
 
0544354.4%
 
29149.1%
 
3560.6%
 
ValueCountFrequency (%) 
7150.1%
 
680.1%
 
550.1%
 
4130.1%
 
3560.6%
 

BILL_AMT1
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct8358
Distinct (%)83.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean50612.1955
Minimum-154973
Maximum653062
Zeros668
Zeros (%)6.7%
Memory size78.1 KiB
2020-12-28T22:42:43.906967image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum-154973
5-th percentile0
Q13349.5
median21527
Q367139.75
95-th percentile197004.75
Maximum653062
Range808035
Interquartile range (IQR)63790.25

Descriptive statistics

Standard deviation73300.75
Coefficient of variation (CV)1.448282361
Kurtosis9.73669744
Mean50612.1955
Median Absolute Deviation (MAD)21112
Skewness2.675507001
Sum506121955
Variance5372999950
MonotocityNot monotonic
2020-12-28T22:42:44.050075image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
06686.7%
 
1001011.0%
 
390670.7%
 
326220.2%
 
780210.2%
 
2500200.2%
 
316190.2%
 
396170.2%
 
2400140.1%
 
-5110.1%
 
Other values (8348)904090.4%
 
ValueCountFrequency (%) 
-1549731< 0.1%
 
-106821< 0.1%
 
-90951< 0.1%
 
-81871< 0.1%
 
-74381< 0.1%
 
ValueCountFrequency (%) 
6530621< 0.1%
 
6266481< 0.1%
 
6217491< 0.1%
 
6138601< 0.1%
 
6107231< 0.1%
 

BILL_AMT2
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct8166
Distinct (%)81.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean49023.6507
Minimum-67526
Maximum671563
Zeros929
Zeros (%)9.3%
Memory size78.1 KiB
2020-12-28T22:42:44.197061image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum-67526
5-th percentile0
Q12650
median20792
Q364672
95-th percentile192981.85
Maximum671563
Range739089
Interquartile range (IQR)62022

Descriptive statistics

Standard deviation71281.03389
Coefficient of variation (CV)1.454013173
Kurtosis9.807759891
Mean49023.6507
Median Absolute Deviation (MAD)20476
Skewness2.68631414
Sum490236507
Variance5080985792
MonotocityNot monotonic
2020-12-28T22:42:44.340282image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
09299.3%
 
390620.6%
 
316270.3%
 
780250.2%
 
326230.2%
 
2500160.2%
 
2400150.1%
 
396140.1%
 
-200120.1%
 
41690.1%
 
Other values (8156)886888.7%
 
ValueCountFrequency (%) 
-675261< 0.1%
 
-300001< 0.1%
 
-262141< 0.1%
 
-247041< 0.1%
 
-178101< 0.1%
 
ValueCountFrequency (%) 
6715631< 0.1%
 
6244751< 0.1%
 
5977931< 0.1%
 
5868251< 0.1%
 
5550861< 0.1%
 

BILL_AMT3
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct8066
Distinct (%)80.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean46799.9364
Minimum-34041
Maximum855086
Zeros1022
Zeros (%)10.2%
Memory size78.1 KiB
2020-12-28T22:42:44.500948image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum-34041
5-th percentile0
Q12459.25
median19688.5
Q360810.75
95-th percentile185668.7
Maximum855086
Range889127
Interquartile range (IQR)58351.5

Descriptive statistics

Standard deviation69673.91968
Coefficient of variation (CV)1.488760991
Kurtosis12.57272627
Mean46799.9364
Median Absolute Deviation (MAD)19372.5
Skewness2.925391352
Sum467999364
Variance4854455084
MonotocityNot monotonic
2020-12-28T22:42:44.641438image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0102210.2%
 
390860.9%
 
316280.3%
 
780210.2%
 
326210.2%
 
396190.2%
 
2400150.1%
 
2500110.1%
 
200100.1%
 
50090.1%
 
Other values (8056)875887.6%
 
ValueCountFrequency (%) 
-340411< 0.1%
 
-247021< 0.1%
 
-159101< 0.1%
 
-156411< 0.1%
 
-150001< 0.1%
 
ValueCountFrequency (%) 
8550861< 0.1%
 
6896431< 0.1%
 
6896271< 0.1%
 
6320411< 0.1%
 
5974151< 0.1%
 

BILL_AMT4
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct7928
Distinct (%)79.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean42601.8695
Minimum-170000
Maximum706864
Zeros1162
Zeros (%)11.6%
Memory size78.1 KiB
2020-12-28T22:42:44.783237image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum-170000
5-th percentile0
Q11927.5
median18758.5
Q353434.5
95-th percentile171915.5
Maximum706864
Range876864
Interquartile range (IQR)51507

Descriptive statistics

Standard deviation64340.97914
Coefficient of variation (CV)1.510285344
Kurtosis11.81937837
Mean42601.8695
Median Absolute Deviation (MAD)18368.5
Skewness2.894223482
Sum426018695
Variance4139761597
MonotocityNot monotonic
2020-12-28T22:42:44.938249image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0116211.6%
 
390690.7%
 
780350.4%
 
316260.3%
 
326180.2%
 
2400160.2%
 
150150.1%
 
396140.1%
 
2500130.1%
 
300100.1%
 
Other values (7918)862286.2%
 
ValueCountFrequency (%) 
-1700001< 0.1%
 
-813341< 0.1%
 
-651671< 0.1%
 
-345031< 0.1%
 
-159101< 0.1%
 
ValueCountFrequency (%) 
7068641< 0.1%
 
6168361< 0.1%
 
5690341< 0.1%
 
5410191< 0.1%
 
5306721< 0.1%
 

BILL_AMT5
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct7771
Distinct (%)77.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean39850.1717
Minimum-37594
Maximum551702
Zeros1267
Zeros (%)12.7%
Memory size78.1 KiB
2020-12-28T22:42:45.096377image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum-37594
5-th percentile0
Q11584.25
median17790.5
Q349799.75
95-th percentile164914.6
Maximum551702
Range589296
Interquartile range (IQR)48215.5

Descriptive statistics

Standard deviation60256.79134
Coefficient of variation (CV)1.512083607
Kurtosis10.25660286
Mean39850.1717
Median Absolute Deviation (MAD)17400.5
Skewness2.7718537
Sum398501717
Variance3630880903
MonotocityNot monotonic
2020-12-28T22:42:45.255094image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0126712.7%
 
390690.7%
 
316290.3%
 
780260.3%
 
326190.2%
 
150180.2%
 
396180.2%
 
2400140.1%
 
2500130.1%
 
300110.1%
 
Other values (7761)851685.2%
 
ValueCountFrequency (%) 
-375941< 0.1%
 
-304811< 0.1%
 
-230031< 0.1%
 
-207531< 0.1%
 
-200061< 0.1%
 
ValueCountFrequency (%) 
5517021< 0.1%
 
5141141< 0.1%
 
5039141< 0.1%
 
5014741< 0.1%
 
4807221< 0.1%
 

BILL_AMT6
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct7652
Distinct (%)76.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean38425.6049
Minimum-339603
Maximum568638
Zeros1430
Zeros (%)14.3%
Memory size78.1 KiB
2020-12-28T22:42:45.422805image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum-339603
5-th percentile0
Q11053.5
median16524.5
Q348802.5
95-th percentile162110.45
Maximum568638
Range908241
Interquartile range (IQR)47749

Descriptive statistics

Standard deviation59510.34968
Coefficient of variation (CV)1.548716015
Kurtosis10.48931854
Mean38425.6049
Median Absolute Deviation (MAD)16333
Skewness2.744849352
Sum384256049
Variance3541481719
MonotocityNot monotonic
2020-12-28T22:42:45.756251image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0143014.3%
 
390600.6%
 
150300.3%
 
316260.3%
 
780180.2%
 
2500170.2%
 
326170.2%
 
416130.1%
 
396130.1%
 
-2120.1%
 
Other values (7642)836483.6%
 
ValueCountFrequency (%) 
-3396031< 0.1%
 
-1509531< 0.1%
 
-738951< 0.1%
 
-511831< 0.1%
 
-457341< 0.1%
 
ValueCountFrequency (%) 
5686381< 0.1%
 
5277111< 0.1%
 
4991001< 0.1%
 
4780341< 0.1%
 
4724801< 0.1%
 

PAY_AMT1
Real number (ℝ≥0)

ZEROS

Distinct3815
Distinct (%)38.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6015.1521
Minimum0
Maximum493358
Zeros1837
Zeros (%)18.4%
Memory size78.1 KiB
2020-12-28T22:42:46.219781image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1834.5
median2100
Q35022.25
95-th percentile19689.4
Maximum493358
Range493358
Interquartile range (IQR)4187.75

Descriptive statistics

Standard deviation17944.06816
Coefficient of variation (CV)2.983144542
Kurtosis160.025536
Mean6015.1521
Median Absolute Deviation (MAD)2050
Skewness10.61281748
Sum60151521
Variance321989582.1
MonotocityNot monotonic
2020-12-28T22:42:46.698151image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0183718.4%
 
20004534.5%
 
30002762.8%
 
50002372.4%
 
15001731.7%
 
40001461.5%
 
100001381.4%
 
10001111.1%
 
2500880.9%
 
6000840.8%
 
Other values (3805)645764.6%
 
ValueCountFrequency (%) 
0183718.4%
 
13< 0.1%
 
23< 0.1%
 
380.1%
 
470.1%
 
ValueCountFrequency (%) 
4933581< 0.1%
 
3681991< 0.1%
 
3048151< 0.1%
 
3020001< 0.1%
 
3000391< 0.1%
 

PAY_AMT2
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct3755
Distinct (%)37.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6141.2774
Minimum0
Maximum1227082
Zeros1823
Zeros (%)18.2%
Memory size78.1 KiB
2020-12-28T22:42:46.928429image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1799.75
median2009.5
Q35000
95-th percentile19000.1
Maximum1227082
Range1227082
Interquartile range (IQR)4200.25

Descriptive statistics

Standard deviation24637.56804
Coefficient of variation (CV)4.011798594
Kurtosis964.5053804
Mean6141.2774
Median Absolute Deviation (MAD)1990.5
Skewness24.47786596
Sum61412774
Variance607009759
MonotocityNot monotonic
2020-12-28T22:42:47.278394image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0182318.2%
 
20004184.2%
 
30002832.8%
 
50002642.6%
 
10001721.7%
 
15001611.6%
 
40001391.4%
 
100001061.1%
 
6000890.9%
 
2500830.8%
 
Other values (3745)646264.6%
 
ValueCountFrequency (%) 
0182318.2%
 
12< 0.1%
 
260.1%
 
34< 0.1%
 
450.1%
 
ValueCountFrequency (%) 
12270821< 0.1%
 
10245161< 0.1%
 
5804641< 0.1%
 
4155521< 0.1%
 
4010031< 0.1%
 

PAY_AMT3
Real number (ℝ≥0)

ZEROS

Distinct3598
Distinct (%)36.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4962.3974
Minimum0
Maximum400972
Zeros2018
Zeros (%)20.2%
Memory size78.1 KiB
2020-12-28T22:42:47.577725image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1390
median1773.5
Q34496.25
95-th percentile16936.35
Maximum400972
Range400972
Interquartile range (IQR)4106.25

Descriptive statistics

Standard deviation14615.95517
Coefficient of variation (CV)2.945341534
Kurtosis190.477759
Mean4962.3974
Median Absolute Deviation (MAD)1773.5
Skewness11.17283726
Sum49623974
Variance213626145.5
MonotocityNot monotonic
2020-12-28T22:42:47.851908image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0201820.2%
 
20004224.2%
 
10003653.6%
 
30002973.0%
 
50002332.3%
 
15001621.6%
 
40001331.3%
 
10000981.0%
 
1200860.9%
 
6000650.7%
 
Other values (3588)612161.2%
 
ValueCountFrequency (%) 
0201820.2%
 
12< 0.1%
 
260.1%
 
33< 0.1%
 
43< 0.1%
 
ValueCountFrequency (%) 
4009721< 0.1%
 
3970921< 0.1%
 
3108521< 0.1%
 
2344561< 0.1%
 
2322421< 0.1%
 

PAY_AMT4
Real number (ℝ≥0)

ZEROS

Distinct3355
Distinct (%)33.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4963.5525
Minimum0
Maximum528897
Zeros2210
Zeros (%)22.1%
Memory size78.1 KiB
2020-12-28T22:42:48.197908image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1218.75
median1500
Q34000
95-th percentile17002.8
Maximum528897
Range528897
Interquartile range (IQR)3781.25

Descriptive statistics

Standard deviation17275.45798
Coefficient of variation (CV)3.480462427
Kurtosis282.2000045
Mean4963.5525
Median Absolute Deviation (MAD)1500
Skewness13.64627263
Sum49635525
Variance298441448.4
MonotocityNot monotonic
2020-12-28T22:42:48.540235image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0221022.1%
 
10004394.4%
 
20003763.8%
 
30003053.0%
 
50002582.6%
 
15001501.5%
 
40001301.3%
 
10000880.9%
 
6000830.8%
 
500750.8%
 
Other values (3345)588658.9%
 
ValueCountFrequency (%) 
0221022.1%
 
180.1%
 
270.1%
 
34< 0.1%
 
460.1%
 
ValueCountFrequency (%) 
5288971< 0.1%
 
4970001< 0.1%
 
4321301< 0.1%
 
4000461< 0.1%
 
3317881< 0.1%
 

PAY_AMT5
Real number (ℝ≥0)

ZEROS

Distinct3279
Distinct (%)32.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4843.7145
Minimum0
Maximum417990
Zeros2324
Zeros (%)23.2%
Memory size78.1 KiB
2020-12-28T22:42:48.786997image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1165
median1500
Q34018.75
95-th percentile15701.3
Maximum417990
Range417990
Interquartile range (IQR)3853.75

Descriptive statistics

Standard deviation15934.92723
Coefficient of variation (CV)3.28981554
Kurtosis164.1611901
Mean4843.7145
Median Absolute Deviation (MAD)1500
Skewness10.83744383
Sum48437145
Variance253921905.9
MonotocityNot monotonic
2020-12-28T22:42:49.043465image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0232423.2%
 
10004234.2%
 
20004194.2%
 
50002932.9%
 
30002912.9%
 
15001471.5%
 
40001461.5%
 
100001081.1%
 
2500810.8%
 
500800.8%
 
Other values (3269)568856.9%
 
ValueCountFrequency (%) 
0232423.2%
 
14< 0.1%
 
260.1%
 
34< 0.1%
 
44< 0.1%
 
ValueCountFrequency (%) 
4179901< 0.1%
 
3320001< 0.1%
 
3268891< 0.1%
 
3028231< 0.1%
 
2840691< 0.1%
 

PAY_AMT6
Real number (ℝ≥0)

ZEROS

Distinct3293
Distinct (%)32.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5082.9775
Minimum0
Maximum527143
Zeros2423
Zeros (%)24.2%
Memory size78.1 KiB
2020-12-28T22:42:49.491231image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1100
median1500
Q34003.5
95-th percentile17242.5
Maximum527143
Range527143
Interquartile range (IQR)3903.5

Descriptive statistics

Standard deviation16619.73763
Coefficient of variation (CV)3.26968546
Kurtosis193.7215196
Mean5082.9775
Median Absolute Deviation (MAD)1500
Skewness11.00257951
Sum50829775
Variance276215678.8
MonotocityNot monotonic
2020-12-28T22:42:49.865566image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0242324.2%
 
20004234.2%
 
10004024.0%
 
30002952.9%
 
50002602.6%
 
40001521.5%
 
15001381.4%
 
100001151.1%
 
500900.9%
 
2500670.7%
 
Other values (3283)563556.4%
 
ValueCountFrequency (%) 
0242324.2%
 
13< 0.1%
 
23< 0.1%
 
34< 0.1%
 
43< 0.1%
 
ValueCountFrequency (%) 
5271431< 0.1%
 
3724951< 0.1%
 
3452931< 0.1%
 
2540001< 0.1%
 
2504001< 0.1%
 

default
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size9.8 KiB
False
7762 
True
2238 
ValueCountFrequency (%) 
False776277.6%
 
True223822.4%
 
2020-12-28T22:42:50.101912image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

PAY_1
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
1
9900 
0
 
100
ValueCountFrequency (%) 
1990099.0%
 
01001.0%
 
2020-12-28T22:42:50.212123image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Interactions

2020-12-28T22:41:37.727098image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:37.865167image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:38.065614image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:38.193105image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:38.317287image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:38.434985image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:38.549593image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:38.671905image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:38.793435image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:38.915803image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:39.035619image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:39.159686image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:39.284985image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:39.396834image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:39.513831image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:39.632560image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:39.745955image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:39.863460image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:39.988867image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:40.122320image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:40.240376image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:40.354556image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:40.472723image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:40.604940image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:41.181880image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:41.318285image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:41.453390image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:41.583036image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:41.733006image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:41.867182image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:41.994450image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:42.126275image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:42.255460image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:42.392589image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:42.533799image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:42.658210image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:42.781923image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:42.905409image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:43.035370image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:43.163437image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:43.290462image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:43.430088image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:43.564467image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:43.689988image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:43.821384image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:43.939661image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:44.071881image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:44.192097image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:44.306414image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:44.422764image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:44.538922image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:44.654472image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:44.768298image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:44.881966image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:44.997260image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:45.136660image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:45.272482image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:45.393845image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:41:45.516217image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
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2020-12-28T22:42:37.198665image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:37.320932image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:37.435691image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:37.552755image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:37.678679image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:37.807173image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:37.924682image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:38.043777image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:38.164686image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:38.281627image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:38.943475image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:39.078273image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:39.211124image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:39.349625image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:39.482390image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Correlations

2020-12-28T22:42:50.479799image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
2020-12-28T22:42:51.153705image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
2020-12-28T22:42:51.773810image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
2020-12-28T22:42:52.142439image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.
2020-12-28T22:42:52.441450image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

2020-12-28T22:42:39.823324image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2020-12-28T22:42:40.773969image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Sample

First rows

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56210000.022227-1-1-10025353.0280.04609.04703.06324.01621.0280.04609.094.01621.00.032.0False1.0
67120000.0111511-2-2-10-10.0-416.0-1248.0832.0416.01398.00.00.02080.00.01398.00.0True1.0
78120000.02313912222269830.068108.070415.074443.075527.077171.00.03400.05800.02900.03000.03100.0False1.0
8970000.02312722222227241.030416.029628.032350.033218.032532.03628.00.03218.01532.00.02257.0True1.0
910170000.011226-1-1-1-1-1-123594.01512.01362.01591.03524.08545.01512.01362.01591.03524.08545.01485.0False1.0

Last rows

IDLIMIT_BALSEXEDUCATIONMARRIAGEAGEPAY_0PAY_2PAY_3PAY_4PAY_5PAY_6BILL_AMT1BILL_AMT2BILL_AMT3BILL_AMT4BILL_AMT5BILL_AMT6PAY_AMT1PAY_AMT2PAY_AMT3PAY_AMT4PAY_AMT5PAY_AMT6defaultPAY_1
9990999180000.02222800000079688.078165.068579.050312.044277.044488.02800.02398.02000.02000.01700.02005.0False1.0
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9993999420000.01222700000018860.017904.015300.012776.03585.00.01360.01206.0256.072.00.00.0False1.0
9994999510000.011226-12-1-1-1-210252.05677.02735.04564.00.00.00.02735.04564.00.00.00.0False1.0
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99969997100000.01113512-1-1003515.02975.02342.012016.010203.05323.010.03141.012021.0135.0507.06.0False1.0
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99989999170000.022227200000173577.0171480.0171794.0166637.0169021.0164531.06500.07100.06100.06000.05600.07700.0True1.0
999910000150000.02122722220015475.018212.018617.018020.018726.019414.03000.01000.00.01000.01000.01000.0True1.0